Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 7760 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 727.5 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Text | 1 |
|---|---|
| DateTime | 1 |
| Numeric | 9 |
PER is highly overall correlated with PBV | High correlation |
PBV is highly overall correlated with PER | High correlation |
ATR is highly overall correlated with CCC and 1 other fields | High correlation |
CCC is highly overall correlated with ATR | High correlation |
ROA is highly overall correlated with ATR and 1 other fields | High correlation |
DER is highly overall correlated with EM | High correlation |
NPM is highly overall correlated with ROA | High correlation |
EM is highly overall correlated with DER | High correlation |
PER is highly skewed (γ1 = 22.7492753) | Skewed |
NPM is highly skewed (γ1 = 72.8588197) | Skewed |
Reproduction
| Analysis started | 2023-09-25 05:01:39.981739 |
|---|---|
| Analysis finished | 2023-09-25 05:02:04.290431 |
| Duration | 24.31 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
Stock
Text
| Distinct | 388 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 121.2 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.1572165 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24500 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
| Value | Count | Frequency (%) |
| a | 20 | 0.3% |
| avy | 20 | 0.3% |
| aap | 20 | 0.3% |
| aapl | 20 | 0.3% |
| abbv | 20 | 0.3% |
| abc | 20 | 0.3% |
| abt | 20 | 0.3% |
| acgl | 20 | 0.3% |
| acn | 20 | 0.3% |
| adbe | 20 | 0.3% |
| Other values (378) | 7560 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 2120 | 8.7% |
| C | 2040 | 8.3% |
| M | 1620 | 6.6% |
| P | 1440 | 5.9% |
| E | 1380 | 5.6% |
| L | 1320 | 5.4% |
| N | 1300 | 5.3% |
| T | 1120 | 4.6% |
| D | 1120 | 4.6% |
| S | 1080 | 4.4% |
| Other values (17) | 9960 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24460 | |
| Dash Punctuation | 40 | 0.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 2120 | 8.7% |
| C | 2040 | 8.3% |
| M | 1620 | 6.6% |
| P | 1440 | 5.9% |
| E | 1380 | 5.6% |
| L | 1320 | 5.4% |
| N | 1300 | 5.3% |
| T | 1120 | 4.6% |
| D | 1120 | 4.6% |
| S | 1080 | 4.4% |
| Other values (16) | 9920 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 40 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24460 | |
| Common | 40 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 2120 | 8.7% |
| C | 2040 | 8.3% |
| M | 1620 | 6.6% |
| P | 1440 | 5.9% |
| E | 1380 | 5.6% |
| L | 1320 | 5.4% |
| N | 1300 | 5.3% |
| T | 1120 | 4.6% |
| D | 1120 | 4.6% |
| S | 1080 | 4.4% |
| Other values (16) | 9920 |
Common
| Value | Count | Frequency (%) |
| - | 40 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 2120 | 8.7% |
| C | 2040 | 8.3% |
| M | 1620 | 6.6% |
| P | 1440 | 5.9% |
| E | 1380 | 5.6% |
| L | 1320 | 5.4% |
| N | 1300 | 5.3% |
| T | 1120 | 4.6% |
| D | 1120 | 4.6% |
| S | 1080 | 4.4% |
| Other values (17) | 9960 |
fiscalDateEnding
Date
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 121.2 KiB |
| Minimum | 2018-12-31 00:00:00 |
|---|---|
| Maximum | 2023-09-30 00:00:00 |
PER
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 7716 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 228.07845 |
| Minimum | -123728.5 |
|---|---|
| Maximum | 161045 |
| Zeros | 18 |
| Zeros (%) | 0.2% |
| Negative | 732 |
| Negative (%) | 9.4% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | -123728.5 |
|---|---|
| 5-th percentile | -58.722822 |
| Q1 | 18.129977 |
| median | 62.617803 |
| Q3 | 177.50682 |
| 95-th percentile | 926.80826 |
| Maximum | 161045 |
| Range | 284773.5 |
| Interquartile range (IQR) | 159.37684 |
Descriptive statistics
| Standard deviation | 3434.4083 |
|---|---|
| Coefficient of variation (CV) | 15.058013 |
| Kurtosis | 1489.0689 |
| Mean | 228.07845 |
| Median Absolute Deviation (MAD) | 56.022125 |
| Skewness | 22.749275 |
| Sum | 1769888.8 |
| Variance | 11795160 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18 | 0.2% |
| -70.4775189 | 15 | 0.2% |
| -75.47612986 | 7 | 0.1% |
| -71.00819419 | 3 | < 0.1% |
| -72.27952706 | 3 | < 0.1% |
| -71.20157667 | 2 | < 0.1% |
| -75.47612986 | 2 | < 0.1% |
| 26.71540371 | 2 | < 0.1% |
| 8.300000191 | 1 | < 0.1% |
| 7.362496344 | 1 | < 0.1% |
| Other values (7706) | 7706 |
| Value | Count | Frequency (%) |
| -123728.4964 | 1 | |
| -40759.19907 | 1 | |
| -28491.46586 | 1 | |
| -19976.73812 | 1 | |
| -17172.82938 | 1 | |
| -16700.97198 | 1 | |
| -13977.9039 | 1 | |
| -13006.17501 | 1 | |
| -12314.40628 | 1 | |
| -12054.38721 | 1 |
| Value | Count | Frequency (%) |
| 161045.0024 | 1 | |
| 159068.1563 | 1 | |
| 75509.49379 | 1 | |
| 66125.99882 | 1 | |
| 49336.28849 | 1 | |
| 47009.95449 | 1 | |
| 36520.21266 | 1 | |
| 24474.89026 | 1 | |
| 18436.51721 | 1 | |
| 15024.14112 | 1 |
PBV
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7699 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4103238 |
| Minimum | 0 |
|---|---|
| Maximum | 173.5946 |
| Zeros | 55 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.52076823 |
| Q1 | 1.4476282 |
| median | 2.6007535 |
| Q3 | 4.839791 |
| 95-th percentile | 11.542671 |
| Maximum | 173.5946 |
| Range | 173.5946 |
| Interquartile range (IQR) | 3.3921628 |
Descriptive statistics
| Standard deviation | 8.6102063 |
|---|---|
| Coefficient of variation (CV) | 1.9522844 |
| Kurtosis | 148.91692 |
| Mean | 4.4103238 |
| Median Absolute Deviation (MAD) | 1.4446105 |
| Skewness | 10.564266 |
| Sum | 34224.113 |
| Variance | 74.135652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55 | 0.7% |
| 1.513719011 | 2 | < 0.1% |
| 1.580964829 | 2 | < 0.1% |
| 2.154762686 | 2 | < 0.1% |
| 1.134720098 | 2 | < 0.1% |
| 3.270621178 | 2 | < 0.1% |
| 0.7918548114 | 2 | < 0.1% |
| 1.770351288 | 2 | < 0.1% |
| 0.4556253032 | 1 | < 0.1% |
| 3.702375081 | 1 | < 0.1% |
| Other values (7689) | 7689 |
| Value | Count | Frequency (%) |
| 0 | 55 | |
| 0.04144543299 | 1 | < 0.1% |
| 0.06177724214 | 1 | < 0.1% |
| 0.071838083 | 1 | < 0.1% |
| 0.1298783275 | 1 | < 0.1% |
| 0.1395668616 | 1 | < 0.1% |
| 0.1462115399 | 1 | < 0.1% |
| 0.1720946131 | 1 | < 0.1% |
| 0.1754023987 | 1 | < 0.1% |
| 0.1779691524 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 173.5946011 | 1 | |
| 166.6958221 | 1 | |
| 163.6570327 | 1 | |
| 151.0548789 | 1 | |
| 148.525295 | 1 | |
| 144.9230468 | 1 | |
| 138.4621355 | 1 | |
| 133.609105 | 1 | |
| 132.1688787 | 1 | |
| 129.7744752 | 1 |
Acid_test
Real number (ℝ)
| Distinct | 1000 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.069926 |
| Minimum | 3.2237017 |
|---|---|
| Maximum | 76.111111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | 3.2237017 |
|---|---|
| 5-th percentile | 3.2964468 |
| Q1 | 10.50128 |
| median | 20.887855 |
| Q3 | 35.933333 |
| 95-th percentile | 63.156806 |
| Maximum | 76.111111 |
| Range | 72.887409 |
| Interquartile range (IQR) | 25.432054 |
Descriptive statistics
| Standard deviation | 19.922175 |
|---|---|
| Coefficient of variation (CV) | 0.7946643 |
| Kurtosis | 0.33145174 |
| Mean | 25.069926 |
| Median Absolute Deviation (MAD) | 12.199957 |
| Skewness | 1.0663723 |
| Sum | 194542.63 |
| Variance | 396.89307 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.97016529 | 671 | 8.6% |
| 53.78181818 | 388 | 5.0% |
| 13.28292683 | 388 | 5.0% |
| 4.074675325 | 388 | 5.0% |
| 3.300275482 | 388 | 5.0% |
| 3.223701731 | 388 | 5.0% |
| 62.475 | 388 | 5.0% |
| 35.93333333 | 388 | 5.0% |
| 8.687898089 | 388 | 5.0% |
| 21.64615385 | 388 | 5.0% |
| Other values (990) | 3597 |
| Value | Count | Frequency (%) |
| 3.223701731 | 388 | |
| 3.300275482 | 388 | |
| 3.455155451 | 1 | < 0.1% |
| 3.564091168 | 1 | < 0.1% |
| 3.564091168 | 1 | < 0.1% |
| 3.579405919 | 2 | < 0.1% |
| 3.579405919 | 4 | 0.1% |
| 3.734285887 | 6 | 0.1% |
| 3.734285887 | 93 | 1.2% |
| 4.074675325 | 388 |
| Value | Count | Frequency (%) |
| 76.11111111 | 388 | |
| 62.475 | 388 | |
| 60.88247475 | 1 | < 0.1% |
| 60.65494398 | 1 | < 0.1% |
| 57.92772176 | 1 | < 0.1% |
| 56.41661616 | 1 | < 0.1% |
| 56.09449954 | 1 | < 0.1% |
| 55.4280303 | 1 | < 0.1% |
| 54.44480184 | 1 | < 0.1% |
| 53.78181818 | 388 |
ATR
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7616 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72037196 |
| Minimum | -0.01047065 |
|---|---|
| Maximum | 13.58879 |
| Zeros | 41 |
| Zeros (%) | 0.5% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | -0.01047065 |
|---|---|
| 5-th percentile | 0.041321296 |
| Q1 | 0.13050149 |
| median | 0.29180489 |
| Q3 | 0.62751521 |
| 95-th percentile | 3.2522944 |
| Maximum | 13.58879 |
| Range | 13.599261 |
| Interquartile range (IQR) | 0.49701372 |
Descriptive statistics
| Standard deviation | 1.2915601 |
|---|---|
| Coefficient of variation (CV) | 1.7929073 |
| Kurtosis | 20.726502 |
| Mean | 0.72037196 |
| Median Absolute Deviation (MAD) | 0.19438403 |
| Skewness | 4.0439625 |
| Sum | 5590.0864 |
| Variance | 1.6681275 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 41 | 0.5% |
| 0.3217599235 | 2 | < 0.1% |
| 4.353146483 | 2 | < 0.1% |
| 7.276072431 | 2 | < 0.1% |
| 6.065203176 | 2 | < 0.1% |
| 5.898389095 | 2 | < 0.1% |
| 5.319676861 | 2 | < 0.1% |
| 5.800909655 | 2 | < 0.1% |
| 4.791731588 | 2 | < 0.1% |
| 4.011837419 | 2 | < 0.1% |
| Other values (7606) | 7701 |
| Value | Count | Frequency (%) |
| -0.01047065045 | 1 | < 0.1% |
| 0 | 41 | |
| 3.351690087 × 10-5 | 1 | < 0.1% |
| 7.765011119 × 10-5 | 1 | < 0.1% |
| 8.205879659 × 10-5 | 1 | < 0.1% |
| 0.0002981342566 | 1 | < 0.1% |
| 0.0004163568773 | 1 | < 0.1% |
| 0.0006770541186 | 1 | < 0.1% |
| 0.000704902577 | 1 | < 0.1% |
| 0.0008461131676 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.58879018 | 1 | |
| 13.25680256 | 1 | |
| 12.97860244 | 1 | |
| 12.510726 | 1 | |
| 11.99971515 | 1 | |
| 11.93483103 | 1 | |
| 11.73137509 | 1 | |
| 11.49685235 | 1 | |
| 11.45348356 | 1 | |
| 11.0938307 | 1 |
CCC
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7672 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1948036 × 108 |
| Minimum | -147204.29 |
|---|---|
| Maximum | 3.0649265 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 36 |
| Negative (%) | 0.5% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | -147204.29 |
|---|---|
| 5-th percentile | 18.005136 |
| Q1 | 114.74466 |
| median | 273.12462 |
| Q3 | 872.06146 |
| 95-th percentile | 12561.375 |
| Maximum | 3.0649265 × 1010 |
| Range | 3.0649412 × 1010 |
| Interquartile range (IQR) | 757.3168 |
Descriptive statistics
| Standard deviation | 1.8218451 × 109 |
|---|---|
| Coefficient of variation (CV) | 5.7025263 |
| Kurtosis | 37.535944 |
| Mean | 3.1948036 × 108 |
| Median Absolute Deviation (MAD) | 221.49103 |
| Skewness | 5.873751 |
| Sum | 2.4791676 × 1012 |
| Variance | 3.3191197 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.046691239 × 1010 | 11 | 0.1% |
| 1.046691239 × 1010 | 5 | 0.1% |
| 1.046691236 × 1010 | 5 | 0.1% |
| 1.046691233 × 1010 | 4 | 0.1% |
| 1.046691234 × 1010 | 3 | < 0.1% |
| 15.24348163 | 2 | < 0.1% |
| 10.32351732 | 2 | < 0.1% |
| 12.03395511 | 2 | < 0.1% |
| 12.2127481 | 2 | < 0.1% |
| 12.66634322 | 2 | < 0.1% |
| Other values (7662) | 7722 |
| Value | Count | Frequency (%) |
| -147204.2878 | 1 | |
| -137523.8329 | 1 | |
| -130209.0496 | 1 | |
| -83510.73572 | 1 | |
| -26103.59382 | 1 | |
| -25728.98745 | 1 | |
| -21593.08639 | 1 | |
| -13222.47328 | 1 | |
| -8696.492674 | 1 | |
| -6852.504474 | 1 |
| Value | Count | Frequency (%) |
| 3.064926475 × 1010 | 1 | |
| 2.168529415 × 1010 | 1 | |
| 1.046693733 × 1010 | 1 | |
| 1.046693728 × 1010 | 1 | |
| 1.046693693 × 1010 | 1 | |
| 1.046692727 × 1010 | 1 | |
| 1.046692084 × 1010 | 1 | |
| 1.046691856 × 1010 | 1 | |
| 1.046691684 × 1010 | 1 | |
| 1.04669151 × 1010 | 1 |
ROA
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7448 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.078678907 |
| Minimum | -5.2613432 |
|---|---|
| Maximum | 3.8390627 |
| Zeros | 38 |
| Zeros (%) | 0.5% |
| Negative | 703 |
| Negative (%) | 9.1% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | -5.2613432 |
|---|---|
| 5-th percentile | -0.020419328 |
| Q1 | 0.011799508 |
| median | 0.028678188 |
| Q3 | 0.074035265 |
| 95-th percentile | 0.31842123 |
| Maximum | 3.8390627 |
| Range | 9.1004059 |
| Interquartile range (IQR) | 0.062235757 |
Descriptive statistics
| Standard deviation | 0.25693705 |
|---|---|
| Coefficient of variation (CV) | 3.2656408 |
| Kurtosis | 85.974038 |
| Mean | 0.078678907 |
| Median Absolute Deviation (MAD) | 0.022046016 |
| Skewness | 2.8195327 |
| Sum | 610.54832 |
| Variance | 0.066016646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.5% |
| 0.003797949107 | 4 | 0.1% |
| 0.01640103781 | 3 | < 0.1% |
| 0.001108401685 | 3 | < 0.1% |
| 0.01180182286 | 3 | < 0.1% |
| 0.03622152321 | 3 | < 0.1% |
| 0.02441816101 | 3 | < 0.1% |
| 0.02742287317 | 3 | < 0.1% |
| 0.0131147541 | 3 | < 0.1% |
| 0.006030469742 | 3 | < 0.1% |
| Other values (7438) | 7694 |
| Value | Count | Frequency (%) |
| -5.261343205 | 1 | |
| -4.160721099 | 1 | |
| -2.836461126 | 1 | |
| -2.660551531 | 1 | |
| -2.15376866 | 1 | |
| -2.074633037 | 1 | |
| -1.590438685 | 1 | |
| -1.43508373 | 1 | |
| -1.403932082 | 1 | |
| -1.081649921 | 1 |
| Value | Count | Frequency (%) |
| 3.839062651 | 1 | |
| 3.704258838 | 1 | |
| 3.36412178 | 1 | |
| 3.353345599 | 1 | |
| 3.289844329 | 1 | |
| 3.130466397 | 1 | |
| 3.069045364 | 1 | |
| 2.972400248 | 1 | |
| 2.754556882 | 1 | |
| 2.747321183 | 1 |
DER
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95748051 |
| Minimum | 0.76039024 |
|---|---|
| Maximum | 1.1617464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | 0.76039024 |
|---|---|
| 5-th percentile | 0.77674072 |
| Q1 | 0.90406324 |
| median | 0.97929573 |
| Q3 | 1.0061995 |
| 95-th percentile | 1.1231399 |
| Maximum | 1.1617464 |
| Range | 0.40135612 |
| Interquartile range (IQR) | 0.10213624 |
Descriptive statistics
| Standard deviation | 0.10155725 |
|---|---|
| Coefficient of variation (CV) | 0.10606717 |
| Kurtosis | -0.30446066 |
| Mean | 0.95748051 |
| Median Absolute Deviation (MAD) | 0.060269967 |
| Skewness | -0.14559141 |
| Sum | 7430.0488 |
| Variance | 0.010313874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9206549118 | 388 | 5.0% |
| 0.866805051 | 388 | 5.0% |
| 0.7776012708 | 388 | 5.0% |
| 0.7603902439 | 388 | 5.0% |
| 0.8169370129 | 388 | 5.0% |
| 0.9907329402 | 388 | 5.0% |
| 0.9597772277 | 388 | 5.0% |
| 0.983011745 | 388 | 5.0% |
| 0.916482634 | 388 | 5.0% |
| 0.975579725 | 388 | 5.0% |
| Other values (10) | 3880 |
| Value | Count | Frequency (%) |
| 0.7603902439 | 388 | |
| 0.7776012708 | 388 | |
| 0.8169370129 | 388 | |
| 0.8623993033 | 388 | |
| 0.866805051 | 388 | |
| 0.916482634 | 388 | |
| 0.9206549118 | 388 | |
| 0.9466928151 | 388 | |
| 0.9597772277 | 388 | |
| 0.975579725 | 388 |
| Value | Count | Frequency (%) |
| 1.161746362 | 388 | |
| 1.121107966 | 388 | |
| 1.059320369 | 388 | |
| 1.041194846 | 388 | |
| 1.013738551 | 388 | |
| 1.003686457 | 388 | |
| 0.9907329402 | 388 | |
| 0.9864538875 | 388 | |
| 0.9852968897 | 388 | |
| 0.983011745 | 388 |
NPM
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 7661 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.78454264 |
| Minimum | -441.99742 |
|---|---|
| Maximum | 4156.7819 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 707 |
| Negative (%) | 9.1% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | -441.99742 |
|---|---|
| 5-th percentile | -0.076904444 |
| Q1 | 0.05808925 |
| median | 0.11937179 |
| Q3 | 0.19992203 |
| 95-th percentile | 0.36950849 |
| Maximum | 4156.7819 |
| Range | 4598.7793 |
| Interquartile range (IQR) | 0.14183278 |
Descriptive statistics
| Standard deviation | 51.065146 |
|---|---|
| Coefficient of variation (CV) | 65.089064 |
| Kurtosis | 5751.3324 |
| Mean | 0.78454264 |
| Median Absolute Deviation (MAD) | 0.068268353 |
| Skewness | 72.85882 |
| Sum | 6088.0509 |
| Variance | 2607.6491 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1576390587 | 11 | 0.1% |
| 1 | 7 | 0.1% |
| 0.0780027367 | 5 | 0.1% |
| 0.05208866276 | 4 | 0.1% |
| 0.01696296747 | 3 | < 0.1% |
| -0.03796353821 | 3 | < 0.1% |
| 0.0226744186 | 2 | < 0.1% |
| -0.09700854701 | 2 | < 0.1% |
| 0.1831916123 | 2 | < 0.1% |
| 0.2278236073 | 2 | < 0.1% |
| Other values (7651) | 7719 |
| Value | Count | Frequency (%) |
| -441.9974194 | 1 | |
| -164.3289835 | 1 | |
| -106.2926141 | 1 | |
| -103.9223688 | 1 | |
| -92.19354839 | 1 | |
| -77.14093329 | 1 | |
| -75.88461538 | 1 | |
| -67.33333333 | 1 | |
| -42.28571429 | 1 | |
| -15.5 | 1 |
| Value | Count | Frequency (%) |
| 4156.78187 | 1 | |
| 1475.941964 | 1 | |
| 711.8544153 | 1 | |
| 20.71794872 | 1 | |
| 12.38383838 | 1 | |
| 7.94 | 1 | |
| 7.407407407 | 1 | |
| 7.074676142 | 1 | |
| 5.274333528 | 1 | |
| 4.603559871 | 1 |
EM
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9575241 |
| Minimum | 1.7603902 |
|---|---|
| Maximum | 2.1617464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 121.2 KiB |
Quantile statistics
| Minimum | 1.7603902 |
|---|---|
| 5-th percentile | 1.7767407 |
| Q1 | 1.9040632 |
| median | 1.9792957 |
| Q3 | 2.0061995 |
| 95-th percentile | 2.1231399 |
| Maximum | 2.1617464 |
| Range | 0.40135612 |
| Interquartile range (IQR) | 0.10213624 |
Descriptive statistics
| Standard deviation | 0.10151664 |
|---|---|
| Coefficient of variation (CV) | 0.051859717 |
| Kurtosis | -0.30128596 |
| Mean | 1.9575241 |
| Median Absolute Deviation (MAD) | 0.060269967 |
| Skewness | -0.14593436 |
| Sum | 15190.387 |
| Variance | 0.010305629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.920654912 | 388 | 5.0% |
| 1.866805051 | 388 | 5.0% |
| 1.777601271 | 388 | 5.0% |
| 1.760390244 | 388 | 5.0% |
| 1.816937013 | 388 | 5.0% |
| 1.99073294 | 388 | 5.0% |
| 1.959777228 | 388 | 5.0% |
| 1.983011745 | 388 | 5.0% |
| 1.916482634 | 388 | 5.0% |
| 1.975579725 | 388 | 5.0% |
| Other values (10) | 3880 |
| Value | Count | Frequency (%) |
| 1.760390244 | 388 | |
| 1.777601271 | 388 | |
| 1.816937013 | 388 | |
| 1.863270194 | 388 | |
| 1.866805051 | 388 | |
| 1.916482634 | 388 | |
| 1.920654912 | 388 | |
| 1.946692815 | 388 | |
| 1.959777228 | 388 | |
| 1.975579725 | 388 |
| Value | Count | Frequency (%) |
| 2.161746362 | 388 | |
| 2.121107966 | 388 | |
| 2.059320369 | 388 | |
| 2.041194846 | 388 | |
| 2.013738551 | 388 | |
| 2.003686457 | 388 | |
| 1.99073294 | 388 | |
| 1.986453888 | 388 | |
| 1.98529689 | 388 | |
| 1.983011745 | 388 |
| PER | PBV | Acid_test | ATR | CCC | ROA | DER | NPM | EM | |
|---|---|---|---|---|---|---|---|---|---|
| PER | 1.000 | 0.520 | -0.007 | -0.482 | 0.357 | -0.323 | 0.001 | 0.074 | 0.001 |
| PBV | 0.520 | 1.000 | 0.019 | -0.001 | -0.017 | 0.163 | 0.059 | 0.216 | 0.059 |
| Acid_test | -0.007 | 0.019 | 1.000 | 0.011 | 0.008 | 0.026 | -0.405 | 0.011 | -0.405 |
| ATR | -0.482 | -0.001 | 0.011 | 1.000 | -0.813 | 0.633 | 0.009 | -0.187 | 0.009 |
| CCC | 0.357 | -0.017 | 0.008 | -0.813 | 1.000 | -0.479 | 0.029 | 0.212 | 0.029 |
| ROA | -0.323 | 0.163 | 0.026 | 0.633 | -0.479 | 1.000 | 0.042 | 0.525 | 0.042 |
| DER | 0.001 | 0.059 | -0.405 | 0.009 | 0.029 | 0.042 | 1.000 | 0.056 | 1.000 |
| NPM | 0.074 | 0.216 | 0.011 | -0.187 | 0.212 | 0.525 | 0.056 | 1.000 | 0.056 |
| EM | 0.001 | 0.059 | -0.405 | 0.009 | 0.029 | 0.042 | 1.000 | 0.056 | 1.000 |
| Stock | fiscalDateEnding | PER | PBV | Acid_test | ATR | CCC | ROA | DER | NPM | EM | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A | 2023-09-30 | 294.082262 | 3.057905 | 53.781818 | 0.154379 | 519.738042 | 0.010398 | 0.920655 | 0.067354 | 1.920655 |
| 1 | A | 2023-06-30 | 117.462748 | 3.287041 | 26.970165 | 0.156505 | 589.975104 | 0.027984 | 0.866805 | 0.178804 | 1.866805 |
| 2 | A | 2023-03-31 | 115.920786 | 3.736983 | 12.466387 | 0.159538 | 570.189255 | 0.032237 | 0.946693 | 0.202067 | 1.946693 |
| 3 | A | 2022-12-31 | 119.540594 | 4.176884 | 76.111111 | 0.174041 | 496.822863 | 0.034941 | 0.985297 | 0.200764 | 1.985297 |
| 4 | A | 2022-09-30 | 108.621831 | 3.408678 | 14.888889 | 0.163201 | 498.707191 | 0.031381 | 1.059320 | 0.192285 | 2.059320 |
| 5 | A | 2022-06-30 | 128.506509 | 3.367842 | 15.462857 | 0.151698 | 497.027433 | 0.026208 | 1.041195 | 0.172762 | 2.041195 |
| 6 | A | 2022-03-31 | 138.870374 | 3.805589 | 5.919964 | 0.160066 | 459.087301 | 0.027404 | 1.003686 | 0.171204 | 2.003686 |
| 7 | A | 2021-12-31 | 107.844593 | 4.452808 | 9.967901 | 0.154507 | 457.619360 | 0.041289 | 0.986454 | 0.267231 | 1.986454 |
| 8 | A | 2021-09-30 | 178.528000 | 4.492555 | 21.646154 | 0.149175 | 461.585143 | 0.025164 | 1.121108 | 0.168690 | 2.121108 |
| 9 | A | 2021-06-30 | 204.468603 | 4.247472 | 13.282927 | 0.144739 | 450.431800 | 0.020773 | 1.161746 | 0.143522 | 2.161746 |
| Stock | fiscalDateEnding | PER | PBV | Acid_test | ATR | CCC | ROA | DER | NPM | EM | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | XRAY | 2021-03-31 | 180.402774 | 1.958062 | 8.687898 | 0.111588 | 623.286632 | 0.010854 | 1.013739 | 0.097267 | 2.013739 |
| 11 | XRAY | 2020-12-31 | 331.243128 | 1.617163 | 35.933333 | 0.091441 | 763.497986 | 0.004882 | 0.975580 | 0.053391 | 1.975580 |
| 12 | XRAY | 2020-09-30 | -137.942777 | 1.372781 | 62.475000 | 0.050105 | 1210.568532 | -0.009952 | 0.916483 | -0.198620 | 1.916483 |
| 13 | XRAY | 2020-06-30 | -97.984534 | 1.388676 | 3.223702 | 0.091740 | 747.716001 | -0.014172 | 0.983012 | -0.154485 | 1.983012 |
| 14 | XRAY | 2020-03-31 | 113.581108 | 1.222960 | 3.300275 | 0.116988 | 591.990340 | 0.010767 | 0.959777 | 0.092038 | 1.959777 |
| 15 | XRAY | 2019-12-31 | 198.010967 | 1.780674 | 4.074675 | 0.101090 | 645.963811 | 0.008993 | 0.990733 | 0.088959 | 1.990733 |
| 16 | XRAY | 2019-09-30 | 436.233691 | 1.841033 | 26.970165 | 0.116104 | 579.950272 | 0.004220 | 0.816937 | 0.036349 | 1.816937 |
| 17 | XRAY | 2019-06-30 | 452.607486 | 1.966550 | 26.970165 | 0.104921 | 596.190585 | 0.004345 | 0.760390 | 0.041411 | 1.760390 |
| 18 | XRAY | 2019-03-31 | 8389.152908 | 1.686827 | 26.970165 | 0.118376 | 517.773144 | 0.000201 | 0.777601 | 0.001699 | 1.777601 |
| 19 | XRAY | 2018-12-31 | 409.024815 | 1.338244 | 26.970165 | 0.107350 | 232.412116 | 0.003272 | 0.862399 | 0.030478 | 1.863270 |